Create a Dockerfile for R projects using rocker base images. Covers system dependency installation, R package installation, renv integration, and optimized layer ordering for fast rebuilds. Use when containerizing an R application or analysis, creating reproducible R environments, deploying R-based services (Shiny, Plumber, MCP server), or setting up consistent development environments across machines.
Scanned 9/3/2026
Install to Claude Code
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---
name: create-r-dockerfile
locale: wenyan-ultra
source_locale: en
source_commit: 82c77053
fence_basis_commit: 82c77053
translator: "Julius Brussee homage — caveman"
translation_date: "2026-04-19"
description: >
Create a Dockerfile for R projects using rocker base images. Covers
system dependency installation, R package installation, renv
integration, and optimized layer ordering for fast rebuilds. Use when
containerizing an R application or analysis, creating reproducible R
environments, deploying R-based services (Shiny, Plumber, MCP server),
or setting up consistent development environments across machines.
license: MIT
allowed-tools: Read Write Edit Bash Grep Glob
metadata:
author: Philipp Thoss
version: "1.0"
domain: containerization
complexity: intermediate
language: Docker
tags: docker, r, rocker, container, reproducibility
---
# 造 R Dockerfile
用 rocker 基像構 R 案 Dockerfile 含正依理。
## 用
- 容器化 R 應或析
- 建可重 R 境
- 部 R 基服(Shiny、Plumber、MCP server)
- 設一致發境
## 入
- **必**:含依之 R 案(DESCRIPTION 或 renv.lock)
- **必**:目(發、產、或服)
- **可**:R 版(默:最新穩)
- **可**:所需額系庫
## 行
### 一:擇基像
| 用 | 基像 | 寸 |
|---|---|---|
| 最小 R 行 | `rocker/r-ver:4.5.0` | ~800MB |
| 含 tidyverse | `rocker/tidyverse:4.5.0` | ~1.8GB |
| 含 RStudio Server | `rocker/rstudio:4.5.0` | ~1.9GB |
| Shiny server | `rocker/shiny-verse:4.5.0` | ~2GB |
**得:** 擇合案需而無冗之基像。
**敗:** 疑→始於 `rocker/r-ver`(最小)、需方加包。察 [rocker-org](https://github.com/rocker-org/rocker-versioned2) 全像錄。
### 二:書 Dockerfile
```dockerfile
FROM rocker/r-ver:4.5.0
# Install system dependencies
# Group by purpose for clarity
RUN apt-get update && apt-get install -y \
# HTTP/SSL
libcurl4-openssl-dev \
libssl-dev \
# XML processing
libxml2-dev \
# Git integration
libgit2-dev \
libssh2-1-dev \
# Graphics
libfontconfig1-dev \
libharfbuzz-dev \
libfribidi-dev \
libfreetype6-dev \
libpng-dev \
libtiff5-dev \
libjpeg-dev \
# Utilities
git \
curl \
&& rm -rf /var/lib/apt/lists/*
# Install R packages
# Order: least-changing first for cache efficiency
RUN R -e "install.packages(c( \
'remotes', \
'devtools', \
'renv' \
), repos='https://cloud.r-project.org/')"
# Set working directory
WORKDIR /workspace
# Copy renv files first (cache layer)
COPY renv.lock renv.lock
COPY renv/activate.R renv/activate.R
# Restore packages from lockfile
RUN R -e "renv::restore()"
# Copy project files
COPY . .
# Default command
CMD ["R"]
```
**得:** Dockerfile 以 `docker build -t myproject .` 成構。
**敗:** `apt-get install` 中敗→察包名合目發行(Debian)。`renv::restore()` 敗→保 `renv.lock` 與 `renv/activate.R` 復前已複。
### 三:建 .dockerignore
```text
.git
.Rproj.user
.Rhistory
.RData
renv/library
renv/cache
renv/staging
docs/
*.tar.gz
```
**得:** `.dockerignore` 自 Docker 脈除 Git 史、IDE 檔、地 renv 庫、構品。
**敗:** Docker 構仍複餘檔→驗 `.dockerignore` 於 Dockerfile 同目、用正 glob 模。
### 四:構與試
```bash
docker build -t r-project:latest .
docker run --rm -it r-project:latest R -e "sessionInfo()"
```
**得:** 容器起含正 R 版與諸可用包。`sessionInfo()` 出確期 R 版。
**敗:** 察構誌之系依誤。加缺 `-dev` 包於 `apt-get install`。
### 五:優為產
產部用多段構:
```dockerfile
# Build stage
FROM rocker/r-ver:4.5.0 AS builder
RUN apt-get update && apt-get install -y libcurl4-openssl-dev libssl-dev
COPY renv.lock .
RUN R -e "install.packages('renv'); renv::restore()"
# Runtime stage
FROM rocker/r-ver:4.5.0
COPY --from=builder /usr/local/lib/R/site-library /usr/local/lib/R/site-library
COPY . /app
WORKDIR /app
CMD ["Rscript", "main.R"]
```
**得:** 多段構生小終像。行段僅含編 R 包、非構具。
**敗:** 行段包載敗→保 `COPY --from=builder` 之庫路合 R 裝包處。兩段以 `R -e ".libPaths()"` 察。
## 驗
- [ ] `docker build` 無誤畢
- [ ] 容器起 R 段行
- [ ] 諸需包可用
- [ ] `.dockerignore` 除餘檔
- [ ] 像寸合用
- [ ] 僅碼變時重構速(層快行)
## 忌
- **缺系依**:R 含編碼之包需 `-dev` 庫。察 `install.packages()` 誤訊
- **層快失效**:諸檔於裝包前複→碼每變必失快。先複鎖檔
- **大像**:`apt-get install` 後 `rm -rf /var/lib/apt/lists/*`。考多段構
- **時區問**:加 `ENV TZ=UTC` 或裝 `tzdata` 為時區覺操
- **行為 root**:產加非 root 用:`RUN useradd -m appuser && USER appuser`
## 例
```bash
# Development container with mounted source
docker run --rm -it -v $(pwd):/workspace r-project:latest R
# Plumber API service
docker run -d -p 8000:8000 r-api:latest
# Shiny app
docker run -d -p 3838:3838 r-shiny:latest
```
## 參
- `setup-docker-compose` - 調多容器
- `containerize-mcp-server` - MCP R 服專
- `optimize-docker-build-cache` - 進快策
- `manage-renv-dependencies` - renv.lock 入 Docker 構
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